Deputy Commissioner of Police Monika Bhardwaj said the woman and the newborn were later shifted to the Lok Nayak Jai Prakash Narayan Hospital.
Ms Bhardwaj said police received a phone call at 4.15 am about an injured woman spotted near a ticket counter at the Old Delhi railway station.
Ms Bhardwaj said it was not the first such case for Delhi Police.
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